| Literature DB >> 27322410 |
Rachel J Keith1,2,3, Mahmoud Al Rifai3,4, Christopher Carruba5, Natasha De Jarnett1,3, John W McEvoy4, Aruni Bhatnagar1,2,3, Michael J Blaha3,4, Andrew P Defilippis1,2,3,4.
Abstract
INTRODUCTION: Tobacco use is associated with insulin resistance and incident diabetes. Given the racial/ethnic differences in smoking patterns and incident type 2 diabetes our objective was to evaluate the association between tobacco use and insulin resistance (IR) as well as incident type 2 diabetes mellitus in a contemporary multiethnic cohort. METHODS ANDEntities:
Mesh:
Substances:
Year: 2016 PMID: 27322410 PMCID: PMC4913922 DOI: 10.1371/journal.pone.0157592
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Baseline characteristics of the population by cigarette smoking status.
| Overall | Never | Former | Current | p-value | |
|---|---|---|---|---|---|
| (N = 5,931) | (n = 2,874) | (n = 2,249) | (n = 808) | ||
| 62±10 | 62±11 | 63±10 | 58±9 | <0.001 | |
| <0.001 | |||||
| Female | 54 | 64 | 42 | 49 | |
| Male | 46 | 36 | 58 | 51 | |
| <0.001 | |||||
| Caucasian | 41 | 36 | 48 | 36 | |
| Chinese | 12 | 18 | 7 | 6 | |
| African American | 26 | 23 | 27 | 36 | |
| Hispanic/Latino | 21 | 23 | 18 | 22 | |
| 28.0±5.3 | 27.8±5.4 | 28.4±5.3 | 27.9±5.3 | <0.001 | |
| <0.001 | |||||
| Never | 20 | 34 | 7 | 9 | |
| Former | 23 | 18 | 29 | 23 | |
| Current | 57 | 48 | 64 | 68 | |
| 126±21 | 126±22 | 127±21 | 123±21 | <0.001 | |
| 72±10 | 71±10 | 73±10 | 72±11 | 0.001 | |
| 34 | 34 | 36 | 27 | <0.001 | |
| 52 ±15 | 52±15 | 52±15 | 47±14 | <0.001 | |
| 118±31 | 119±31 | 118 ±31 | 118±32 | 0.41 | |
| 15 | 14 | 17 | 11 | <0.001 | |
| 1.8 (3.4) | 1.7 (3.2) | 1.8 (3.2) | 2.5 (3.9) | <0.001 | |
| 0 (15) | 0 (0) | 12 (25) | 20 (28) | <0.001 | |
| 92.0±20.0 | 91.8±20.3 | 92.7±20.2 | 91.0±18.9 | 0.91 | |
| 8.0 (5.8) | 8.2 (5.8) | 8.0 (6.0) | 7.8 (5.8) | 0.12 | |
| 1.8 (1.5) | 1.8 (1.5) | 1.8 (1.6) | 1.7 (1.4) | 0.21 |
Continuous variables are expressed as means ± standard deviation if normally distributed and as medians (interquartile range) if skewed
Categorical variables are expressed as percentages
p-value refers to differences in baseline characteristics by categories of cigarette smoking status which was calculated using ANOVA or the Kruskal Wallis test for continuous variables and Chi-square test for categorical variables.
* refers to differences in unadjusted levels of IR biomarkers by categories of cigarette status which was calculated using a test for trend
Duration of exposure and levels of insulin resistance biomarkers in non-cigarette tobacco.
| Never | Former | Current | p-value | |
|---|---|---|---|---|
| N | 5630 | 251 | 50 | |
| Cigar-years | 0 (0) | 19 (30) | 47 (104) | |
| Glucose, mg/dL | 91.9±20.2 | 97.2±21.9 | 93.8±12.8 | <0.001 |
| Insulin, mU/L | 8.0 (5.7) | 8.9 (6.9) | 8.8 (4.1) | 0.046 |
| HOMA-IR, % | 1.8 (1.5) | 2.1 (1.8) | 2.0 (1.2) | 0.01 |
| N | 5466 | 435 | 30 | |
| Pipe-years | 0 (0) | 15 (42) | 100 (156) | |
| Glucose, mg/dL | 92.0±20.3 | 93.9±19.5 | 93.6±16.8 | 0.001 |
| Insulin, mU/L | 8.0 (5.7) | 8.5 (6.5) | 10.1 (8.4) | 0.03 |
| HOMA-IR, % | 1.8 (1.5) | 2.0 (1.6) | 2.1 (2.2) | 0.01 |
| N | 5834 | 70 | 27 | |
| Smokeless-years | 0 (0) | 15 (62) | 114 (164) | |
| Glucose, mg/dL | 92.1±20.3 | 95.8±17.6 | 95.9±9.1 | <0.001 |
| Insulin, mU/L | 8.0 (5.9) | 8.2 (5.5) | 10.7 (5.7) | 0.260 |
| HOMA-IR, % | 1.8 (1.5) | 1.8 (1.5) | 2.6 (1.4) | 0.10 |
Analyses are restricted to those not currently using cigarettes (n = 5123)
All variables are expressed as median (interquartile range) except for glucose which is expressed as mean ± standard deviation
* represents p-value for trend
Adjusted levels of IR biomarkers by tobacco exposure status.
| Never | Former | Current | p-value | |
|---|---|---|---|---|
| Glucose, mg/dL | 91.4 ± 5.6 | 92.1 ± 6.1 | 91.0 ± 5.6 | 0.25 |
| Insulin, mU/L | 8.4 (3.1) | 8.4 (3.1) | 8.3 (3.2) | 0.50 |
| HOMA-IR, % | 1.9 (0.8) | 1.9 (0.8) | 1.9 (0.8) | 0.66 |
| Glucose, mg/dL | 91.6 ± 5.8 | 94.1 ± 4.2 | 93.7 ± 4.7 | |
| Insulin, mU/L | 8.4 (3.1) | 8.6 (2.6) | 8.3 (2.5) | 0.19 |
| HOMA-IR, % | 1.9 (0.8) | 2.0 (0.7) | 1.9 (0.7) | |
| Glucose, mg/dL | 91.5 ± 5.8 | 93.5 ± 4.5 | 94.1 ± 4.7 | |
| Insulin, mU/L | 8.4 (3.1) | 8.3 (2.7) | 8.9 (1.8) | 0.68 |
| HOMA-IR, % | 1.9 (0.8) | 1.9 (0.7) | 2.1 (0.5) | 0.10 |
| Glucose, mg/dL | 91.7 ± 5.7 | 93.5 ± 5.5 | 93.5 ± 3.7 | |
| Insulin, mU/L | 8.4 (3.1) | 8.8 (3.1) | 9.9 (3.5) | |
| HOMA-IR, % | 1.9 (0.8) | 2.0 (0.8) | 2.2 (0.9) |
§ All adjusted values were obtained following post-estimation of linear regression models for glucose and median regression for insulin and HOMA-IR. Models were adjusted for age, sex, race/ethnicity, BMI, income, SBP, DBP, anti-hypertensive mediation, HDL, LDL, lipid-lowering medication, and alcohol use.
All variables are expressed as median (interquartile range) except for glucose, which is expressed as mean ± standard deviation
* Analysis restricted to non-current cigarette users
** Represents p-value for trend
Bolded items are significant
Beta coefficients (95% CI) for the cross-sectional association of dose and intensity of tobacco exposure and levels of insulin resistance biomarkers.
| Dose of tobacco exposure | Intensity of tobacco exposure | |||||
|---|---|---|---|---|---|---|
| Unadjusted | Model 1 | Model 2 | Unadjusted | Model 1 | Model 2 | |
| Glucose, mg/dL | 1.93 (-0.43,4.29) | 3,52 (-0.26,7.31) | 3.75 (-0.11,7.61) | 2.52 (-1.10,6.14) | ||
| Insulin, mU/L | 0.03 (-0.03,0.10) | 0.02 (-0.03,0.07) | 0.05 (-0.0,0.15) | 0.005 (-0.079,0.084) | ||
| HOMA-IR, % | 0.07 (-0.04,0.14) | 0.04 (-0.02,0.10) | 0.09 (-0.02,0.20) | 0.02 (-0.07,0.12) | ||
| Glucose, mg/dL | 1.25 (-1.44,3.95) | 1.08 (-1.43,3.60) | 56.04 (-13.62,125.70) | 34.67 (-30.84,100.17) | ||
| Insulin, mU/L | 0.04 (-0.03,0.11) | 0.06 (-0.01,0.13) | -0.10 (—0.03,0.08) | 1.31 (-0.15,2.80) | ||
| HOMA-IR, % | 0.076 (-0.002,0.153) | 0.04 (-0.03,0.10) | ||||
| Glucose, mg/dL | 0.06 (-1.40,2.58) | -0.44 (-2.43,1.55) | -0.41 (-2.36,1.54) | 3.43 (-14.77,8.33) | 1.08 (-48.93,51.10) | -11.02 (-58.64,36.59) |
| Insulin, mU/L | 0.04 (-0.01,0.08) | |||||
| HOMA-IR, % | 0.04 (-0.02,0.10) | 0.03 (-0.02,0.08) | 0.96 (-0.25,2.18) | |||
| Glucose, mg/dL | 1.15 (-3.69,5.99) | 1.22 (-3.54,5.97) | 1.13 (-3.63,5.89) | 9.81 (-66.55,86.16) | 17.33 (-57.59,92.25) | 14.97(-57.44,87.39) |
| Insulin, mU/L | -0.01 (-0.13,0.11) | 0.002 (-0.118,0.122) | -0.05 (-0.15,0.06) | -0.33 (-2.24,1.58) | -0.19 (-2.07,1.70) | -0.26 (-1.88,1.36) |
| HOMA-IR, % | 0.01 (-0.13,0.15) | 0.02 (-0.12,0.16) | -0.03 (-0.15,0.09) | -0.15 (-2.34,2.04) | 0.08 (-2.08,2.22) | -0.02 (-1.86,1.82) |
Glucose is untransformed while insulin and HOMA-IR are log-transformed
Dose of cigarettes is calculated as pack-years (number of cigarette packs per day multiplied by number of years), while it is calculated as cigar-years, pipe-years, and smokeless-years for cigars, pipes and smokeless tobacco respectively–(number used per day multiplied by number of years). Both are expressed per 100 years
Intensity of tobacco exposure is expressed as number of cigarette or non-cigarette tobacco used per 100 days
Model 1: age, gender, race/ethnicity
Model 2: Model 1+ BMI, income, SBP, DBP, anti-hypertensive medication, HDL, LDL, lipid-lowering medication, alcohol use
Bolded items are significant
Beta coefficients (95% CI) for the cross-sectional association of cotinine levels (per 10^5 ng/mL) and measures of insulin resistance biomarkers.
| Unadjusted | Model 1 | Model 2 | |
|---|---|---|---|
| -6.97 (-31.92,17.98) | -5.78 (-30.69,19.13) | 5.54 (-18.18,29.26) | |
| -0.68 (-1.34,-0.01) | -0.87 (-1.54,-0.19) | -0.45 (-1.03,0.14) | |
| -0.762 (-1.520,-0.008) | -0.93 (-1.69,-0.17) | -0.40 (-1.05,0.26) |
Glucose is untransformed while insulin and HOMA-IR are log-transformed
Model 1 was adjusted for age, sex, race/ethnicity
Model 2 was adjusted for Model 1 + BMI, income, SBP, DBP, anti-hypertensive medication, HDL, LDL, lipid-lowering medication, alcohol use
Odds Ratios (95%) for the association of tobacco exposure and baseline prediabetes.
| Unadjusted | Model 1 | Model 2 | |
|---|---|---|---|
| Never | 1 (reference) | 1 (reference) | 1 (reference) |
| Former | 1.05 (0.90,1.22) | 0.90 (0.75,1.07) | 0.88 (0.72,1.08) |
| Current | 0.91 (0.73,1.14) | 0.86 (0.67,1.11) | 1.02 (0.76,1.36) |
| Never | 1 (reference) | 1 (reference) | 1 (reference) |
| Former | 1.30 (0.86,1.98) | ||
| Current | 1.88 (0.88,4.00) | 2.16 (0.93,5.01) | 1.91 (0.76,4.77) |
| Never | 1 (reference) | 1 (reference) | 1 (reference) |
| Former | 1.10 (0.83,1.46) | 1.05 (0.76,1.46) | 0.91 (0.63,1.32) |
| Current | 1.85 (0.73,4.67) | 2.05 (0.71,5.91) | 2.04 (0.62,6.70) |
| Never | 1 (reference) | 1 (reference) | 1 (reference) |
| Former | 1.47 (0.77,2.79) | 1.28 (0.59,2.77) | 0.92 (0.35,2.45) |
| Current | 1.84 (0.50,6.80) | 1.41 (0.31,6.47) | 0.50 (0.04,5.66) |
Prediabetes for this study was defined according to the American Diabetes Association as fasting glucose ≥100 & <126 mg/dL
Model 1 was adjusted for age, sex, race/ethnicity
Model 2 was adjusted for Model 1 + BMI, income, SBP, DBP, anti-hypertensive medication, HDL, LDL, lipid-lowering medication, physical activity, healthy diet, and alcohol use
Bolded items are significant
Hazard ratios (95% CI) for the association of tobacco exposure and incident diabetes.
| N events | Unadjusted | Model 1 | Model 2 | |
|---|---|---|---|---|
| Never | 154 | 1 (reference) | 1 (reference) | 1 (reference) |
| Former | 160 | 1.35 (1.08,1.68) | 1.20 (0.95,1.51) | 1.02 (0.77,1.37) |
| Current | 45 | 1.07 (0.77,1.49) | 1.04 (0.74,1.46) | 0.86 (0.55,1.34) |
| Never | 331 | 1 (reference) | 1 (reference) | 1 (reference) |
| Former | 24 | 1.74 (1.13,2.69) | 1.51 (0.96,2.39) | 1.58 (0.85,2.94) |
| Current | 4 | 0.92 (0.23,3.68) | 0.89 (0.22,3.61) | 1.90 (0.39,9.11) |
| Never | 321 | 1 (reference) | 1 (reference) | 1 (reference) |
| Former | 36 | 1.46 (1.02,2.10) | 1.43 (0.97,2.12) | 1.36 (0.83,2.25) |
| Current | 2 | 0.69 (0.10,4.91) | 0.63 (0.09,4.49) | 1.10 (0.14,8.88) |
| Never | 343 | 1 (reference) | 1 (reference) | 1 (reference) |
| Former | 12 | 3.38 (1.85,6.16) | 3.18 (1.72,5.86) | 2.19 (0.83,5.76) |
| Current | 4 | 3.09 (0.77,12.41) | 2.75 (0.68,11.10) | − |
Model 1 was adjusted for age, sex, race/ethnicity
Model 2 was adjusted for Model 1 + BMI, income, SBP, DBP, anti-hypertensive medication, HDL, LDL, lipid-lowering medication, physical activity, healthy diet, and alcohol use
Interaction of race/ethnicity, age, and sex with cross-sectional insulin resistance and incident diabetes mellitus.
| Race | Age | Gender | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Glucose | Insulin | HOMA-IR | Incident diabetes | Glucose | Insulin | HOMA-IR | Incident diabetes | Glucose | Insulin | HOMA-IR | Incident diabetes | |
| 0.21 | 0.09 | 0.49 | 0.61 | 0.88 | 0.68 | 0.37 | 0.09 | 0.47 | 0.25 | 0.54 | ||
| 0.64 | 0.06 | 0.15 | 0.67 | 0.65 | 0.51 | 0.90 | 0.47 | 0.19 | 0.15 | 0.70 | ||
| 0.40 | 0.28 | 0.46 | 0.57 | 0.94 | 0.29 | 0.42 | 0.62 | 0.69 | 0.25 | 0.23 | ||
| 0.95 | 0.91 | 0.92 | 0.64 | 0.34 | 0.26 | 0.17 | 0.45 | 0.46 | 0.95 | 0.76 | ||
P-value for interaction of section type (i.e. race, age, or gender) with the outcome.
Bolded items are significant